mirror of
https://github.com/headroomlabs-ai/headroom.git
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## Description
A data-driven push for better compression savings without accuracy loss,
in four parts: expose and tune the Rust compressor knobs, harden the CCR
retrieval store, add traffic-audit tooling that sizes opportunities from
real transcripts, and introduce **read maturation** — a new,
live-validated mechanism that compresses Read outputs *before* they ever
enter the provider prefix cache.
## Type of Change
- [x] Bug fix (non-breaking change that fixes an issue)
- [x] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [x] Performance improvement
- [ ] Code refactoring (no functional changes)
## Changes Made
### 1. Rust compressor extraction
- Expose `lossless_min_savings_ratio` end-to-end and lower the default
0.30 → 0.15 (lockstep across Rust, PyO3, and both Python config classes)
so the lossless Table/CSV compaction path wins more often.
- Expose the `CompactConfig` heuristics (core-field fraction,
heterogeneity ratio, flatten cap, bucket bounds) through PyO3 + Python.
- `SearchCompressor` grouped-by-file output (`rg --heading` style — path
once per file instead of per match). Library default off; the proxy
enables it in token mode.
- Complete `factor_out_constants`: constant fields now emit once in a
`_constant_fields` sentinel with slim rows (defensive per-item value
match; default off).
- `ContentRouter` accepts a SmartCrusher config override and the
search-grouping knob.
### 2. CCR store hardening
- Session-scale TTL: 300s → 1800s (CCRConfig, CompressionEntry,
CompressionStore, Rust `DEFAULT_TTL` — lockstep).
- **SQLite is the default CCR backend** (`~/.headroom/ccr_store.db`,
WAL): survives proxy restarts and is shared across workers.
`HEADROOM_CCR_BACKEND=memory` opts out.
- Multi-worker safety: `busy_timeout`, and corruption detection narrowed
so transient `SQLITE_BUSY` errors can never trigger database deletion.
- Data-at-rest hygiene: `chmod 600` on db + sidecars, expired rows swept
at open.
- Retrieval-miss messages are actionable (re-read the file / re-run the
command).
### 3. Traffic audit tooling (measure before tuning)
- `headroom audit-reads`: sizes Read opportunities from local Claude
Code transcripts (read share, stale %, line-number overhead, context
residency, cache-death windows).
- `--simulate-maturation`: Mechanism B risk sizing (re-read rates,
never-touched-again share, quiesce coverage, at-risk edits).
- `--codex`: shell-read classifier for Codex transcripts (rtk-wrapper
aware, workdir resolution).
- Findings that shaped this PR (81 sessions): Reads are 67% of tool
bytes; median Read lingers 118 turns (~13x lifetime cost); a prototyped
repeat-Read dedup measured 0.1% and was **removed** rather than shipped
as dead code.
### 4. Read maturation (Mechanism B) — experimental, default OFF
- Activity-based: a fresh large Read is held **out** of the provider
cache (trailing breakpoint relocated before it), stays verbatim while
its file is active, and matures into a CCR-backed marker once the file
is quiet for `quiesce_turns` (default 5; `max_hold_turns` bounds busy
files).
- Only the final compressed form ever enters the cache — **no cached
byte is ever mutated**; matured markers replay byte-identically.
- Wired into the Anthropic handler behind `--read-maturation` /
`HEADROOM_READ_MATURATION=1`; session state rides on the prefix tracker;
advisory (can never fail a request).
- Live-validated against the Anthropic API: held content excluded from
cache_creation; after maturation the prior cached prefix still served —
the no-bust invariant holds end-to-end.
### 5. Rebase / CI fixups (this update)
- Rebased onto latest `main` (was 28 commits behind): picks up `ci: pass
CODECOV_TOKEN to coverage uploads (#968)`, which is what was turning the
4 test shards red — the tests themselves passed (1528) but the post-test
codecov upload exited non-zero on a protected branch.
- Resolved the duplicate `lossless_min_savings_ratio` that two
independent main/branch additions left in `SmartCrusherConfig` and the
Rust-config kwarg (import-time `SyntaxError` + mypy `no-redef`).
- Aligned CCR tests with the new defaults (SQLite backend, 1800s TTL)
across `test_ccr`, `test_adapter_hooks`, `test_compression_store`,
`test_proxy_ccr`, and the lossy row-drop bridge test.
## Testing
<!-- Check what you actually ran, then paste the real command output
below. -->
- [x] Unit tests pass (`pytest`)
- [x] Linting passes (`ruff check .`)
- [x] Type checking passes (`mypy headroom`)
- [x] New tests added for new functionality
- [ ] Manual testing performed
### Test Output
```text
$ python -m pytest tests/test_proxy_ccr.py tests/test_ccr.py tests/test_compression_store.py tests/test_adapter_hooks.py tests/test_ccr_row_drop_store_bridge.py -q
170 passed, 4 warnings in 42.49s
$ python -m pytest tests/test_audit_reads.py tests/test_audit_codex.py tests/test_read_maturation.py tests/test_transforms_content_router.py tests/test_smart_crusher_toin_attachment.py -q
83 passed
$ mypy headroom/
Success: no issues found in 365 source files
$ python -m compileall headroom/ -q
COMPILE-OK
# CI (run 27488990477, pre-rebase head): all 4 shards ran to completion —
# "1528 passed, 120 skipped, 4922 deselected"
# The red shards were the codecov upload step, not test failures; fixed by
# the #968 rebase above.
```
## Real Behavior Proof
- Environment: macOS (darwin), Python 3.12 venv; branch
`feat/compression-extraction` rebased onto `origin/main` (head
7cb0f43b); GitHub Actions CI run 27488990477 for the test shards
- Exact command / steps: rebased onto latest main (clean, 13 commits
replayed, 0 conflicts); ran the pytest suites and mypy above locally;
inspected CI shard logs to confirm the failure was the codecov upload,
not the test phase
- Observed result: 253 targeted tests pass locally; mypy clean on 365
files; CI test phase reports `1528 passed, 120 skipped`; the only red
step (codecov `upload-coverage` → "Token required because branch is
protected") is resolved by the rebased-in #968 CODECOV_TOKEN fix
- Not tested: the read-maturation live-API no-bust validation
(`tests/test_live/`) was not re-run in this rebase pass (requires
provider keys); it was validated when the feature first landed, and no
maturation code changed in the rebase — only CCR-default test assertions
and the duplicate-field resolution
## Review Readiness
- [x] I have performed a self-review
- [x] This PR is ready for human review
## Checklist
- [x] My code follows the project's style guidelines
- [x] I have performed a self-review of my code
- [x] I have commented my code, particularly in hard-to-understand areas
- [ ] I have made corresponding changes to the documentation
- [x] My changes generate no new warnings
- [x] I have added tests that prove my fix is effective or that my
feature works
- [x] New and existing unit tests pass locally with my changes
- [ ] I have updated the CHANGELOG.md if applicable
## Additional Notes
CHANGELOG is generated by release-please from the conventional commits,
so the CHANGELOG box is intentionally left unchecked. "Manual testing
performed" is unchecked deliberately — see `Real Behavior Proof` → `Not
tested` for the exact boundary (the live-API maturation validation was
not re-run in this rebase pass).
### Follow-ups (tracked, not in this PR)
- Mechanism B provider extensions: OpenAI-family wiring (no breakpoint
hold — bounded near-tail bust) and the Codex runtime read-detector (the
audit classifier is the prototype).
- Pilot enablement playbook: run `audit-reads --simulate-maturation` on
target traffic → pick `quiesce_turns` → enable via env → watch cache hit
rate + `read_maturation:N` transform tags.
488 lines
18 KiB
Python
488 lines
18 KiB
Python
"""Issue #389: SmartCrusher row-drop CCR hash → Python compression_store bridge.
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The row-drop and opaque-blob paths in the Rust SmartCrusher emit
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``<<ccr:HASH ...>>`` markers and stash the original payload in the
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Rust process-local CCR store. The Python proxy's ``/v1/retrieve``
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endpoint queries the Python ``compression_store`` (not the Rust one),
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so without a bridge every retrieve call for a Rust-emitted marker
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returns 404.
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These tests pin the bridge:
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1. Unit: lossy crush of a 200-item array populates the Python
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compression_store keyed by the same hash that's in the marker, with
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the canonical original retrievable via ``store.retrieve(hash)``.
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2. Integration: ``/v1/compress`` followed by ``/v1/retrieve/{hash}``
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on the same hash returns 200 with the original content. This is
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the failing case from the issue's reproducer.
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3. Edge: opaque-blob markers (the ``<<ccr:HASH,KIND,SIZE>>`` shape)
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also bridge — the document walker emits these for long strings.
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If these regress, ``/v1/retrieve`` silently 404s for every
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SmartCrusher-emitted marker even though the data is held in the Rust
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store. The LLM follows the marker, gets nothing, and the proxy's CCR
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contract is broken at the bridge.
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"""
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from __future__ import annotations
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import json
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import pytest
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def _build_extension() -> None:
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try:
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from headroom._core import SmartCrusher # noqa: F401
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except ImportError:
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pytest.skip(
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"headroom._core not built — run `bash scripts/build_rust_extension.sh`",
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allow_module_level=True,
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)
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_build_extension()
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# Skip if fastapi not available — needed for integration tests but not unit.
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try:
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import fastapi # noqa: F401
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_HAS_FASTAPI = True
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except ImportError:
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_HAS_FASTAPI = False
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# ─── Unit tests: shim populates Python store ─────────────────────────────
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def test_lossy_crush_populates_python_compression_store() -> None:
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"""The cornerstone unit test: trigger a row-drop via the Python
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SmartCrusher shim, then verify the Python compression_store has
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an entry keyed by the marker's hash with the canonical original.
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"""
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from headroom.cache.compression_store import (
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get_compression_store,
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reset_compression_store,
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)
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from headroom.config import CCRConfig
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from headroom.config import SmartCrusherConfig as PyConfig
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from headroom.transforms.smart_crusher import SmartCrusher
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reset_compression_store()
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try:
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crusher = SmartCrusher(PyConfig(), ccr_config=CCRConfig(), with_compaction=False)
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# 60 items is well above adaptive_k → lossy path fires.
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original = [{"id": i, "status": "ok", "tag": "alpha"} for i in range(60)]
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original_json = json.dumps(original)
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result = crusher.crush_array_json(original_json)
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# Sanity: lossy path actually fired.
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assert result["ccr_hash"] is not None, (
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f"expected lossy drop, got strategy={result['strategy_info']!r}"
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)
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ccr_hash = result["ccr_hash"]
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# The marker text embeds the same hash.
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assert ccr_hash in result["dropped_summary"], (
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f"marker {result['dropped_summary']!r} should embed hash {ccr_hash}"
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)
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# The bridge: Python compression_store now holds an entry keyed
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# by the Rust-emitted hash.
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store = get_compression_store()
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entry = store.retrieve(ccr_hash)
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assert entry is not None, (
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f"compression_store has no entry for hash {ccr_hash!r}; "
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f"the bridge dropped the row-drop hash on the floor"
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)
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# The entry's original content is the canonical-JSON
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# serialization of the original array — same bytes the Rust
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# store has under the same hash.
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rust_canonical = crusher.ccr_get(ccr_hash)
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assert rust_canonical is not None, "Rust store lost the entry"
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assert entry.original_content == rust_canonical, (
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"Python store's canonical bytes diverged from Rust store"
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)
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# Round-trip: parse the canonical and compare to input.
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retrieved = json.loads(entry.original_content)
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assert retrieved == original
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finally:
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reset_compression_store()
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def test_smart_crush_content_populates_python_store() -> None:
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"""Same bridge but driven through the runtime path the proxy
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actually uses: `_smart_crush_content` (not `crush_array_json`).
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This is what `apply()` invokes per-message."""
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from headroom.cache.compression_store import (
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get_compression_store,
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reset_compression_store,
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)
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from headroom.config import CCRConfig
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from headroom.config import SmartCrusherConfig as PyConfig
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from headroom.transforms.smart_crusher import SmartCrusher
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reset_compression_store()
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try:
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crusher = SmartCrusher(PyConfig(), ccr_config=CCRConfig(), with_compaction=False)
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# Mix of "ok" + occasional "error" → variance the lossy path
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# can latch onto. A purely-uniform array gets a `skip:unique_
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# entities_no_signal` strategy and never row-drops.
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original = [
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{
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"id": i,
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"level": "error" if i % 30 == 0 else "info",
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"msg": f"line {i}",
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}
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for i in range(80)
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]
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content = json.dumps(original)
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crushed, was_modified, info = crusher._smart_crush_content(content)
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assert was_modified, f"expected lossy modification, got info={info!r}"
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assert "<<ccr:" in crushed, (
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f"expected CCR marker in output (info={info!r}): {crushed[:200]!r}"
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)
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# Pull the hash from the rendered output via JSON parse.
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# The output is a JSON array with a `_ccr_dropped` sentinel.
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parsed = json.loads(crushed)
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assert isinstance(parsed, list), f"expected JSON array, got {type(parsed).__name__}"
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sentinel = parsed[-1]
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assert isinstance(sentinel, dict) and "_ccr_dropped" in sentinel, (
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f"expected _ccr_dropped sentinel as last element, got {sentinel!r}"
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)
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marker_text = sentinel["_ccr_dropped"]
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assert marker_text.startswith("<<ccr:") and "rows_offloaded>>" in marker_text
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# Extract hash by structural slice (no regex).
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ccr_hash = marker_text[len("<<ccr:") :].split(" ", 1)[0]
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assert all(c in "0123456789abcdef" for c in ccr_hash), f"hash should be hex: {ccr_hash!r}"
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# The Python store now has the entry under this hash.
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store = get_compression_store()
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entry = store.retrieve(ccr_hash)
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assert entry is not None, (
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f"_smart_crush_content didn't bridge hash {ccr_hash!r} to "
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f"Python store; /v1/retrieve would 404"
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)
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# Original is recoverable byte-for-byte from the bridged entry.
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retrieved = json.loads(entry.original_content)
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assert retrieved == original
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finally:
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reset_compression_store()
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def test_passthrough_does_not_populate_store() -> None:
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"""Below adaptive_k → no row drop → no Python store write.
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Pins that we don't accidentally store on every crush call."""
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from headroom.cache.compression_store import (
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get_compression_store,
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reset_compression_store,
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)
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from headroom.config import CCRConfig
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from headroom.config import SmartCrusherConfig as PyConfig
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from headroom.transforms.smart_crusher import SmartCrusher
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reset_compression_store()
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try:
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crusher = SmartCrusher(PyConfig(), ccr_config=CCRConfig(), with_compaction=False)
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# 3 items: well below the threshold; no compression happens.
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small = json.dumps([{"id": i} for i in range(3)])
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crusher._smart_crush_content(small)
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store = get_compression_store()
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stats = store.get_stats()
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assert stats["entry_count"] == 0, (
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f"passthrough crush should not write to compression_store, "
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f"got {stats['entry_count']} entries"
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)
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finally:
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reset_compression_store()
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def test_marker_disabled_skips_python_store() -> None:
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"""`ccr_config.enabled=False` flips off marker emission AND store
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writes on the Rust side. The bridge should have nothing to do."""
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from headroom.cache.compression_store import (
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get_compression_store,
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reset_compression_store,
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)
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from headroom.config import CCRConfig
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from headroom.config import SmartCrusherConfig as PyConfig
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from headroom.transforms.smart_crusher import SmartCrusher
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reset_compression_store()
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try:
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# Markers disabled → Rust skips both marker emission and store write.
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crusher = SmartCrusher(
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PyConfig(),
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ccr_config=CCRConfig(enabled=False),
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with_compaction=False,
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)
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original = [{"id": i, "status": "ok"} for i in range(60)]
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crushed, was_modified, _info = crusher._smart_crush_content(json.dumps(original))
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# Compression still happens (rows still drop), but no marker.
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assert was_modified
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assert "<<ccr:" not in crushed, (
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f"expected no marker when ccr_config.enabled=False, got: {crushed[:200]!r}"
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)
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# And the Python store stays empty — bridge had nothing to mirror.
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store = get_compression_store()
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assert store.get_stats()["entry_count"] == 0
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finally:
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reset_compression_store()
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def test_distinct_payloads_get_distinct_python_store_entries() -> None:
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"""Two unrelated payloads → two row drops → two entries under
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distinct hashes in the Python store; both retrievable independently."""
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from headroom.cache.compression_store import (
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get_compression_store,
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reset_compression_store,
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)
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from headroom.config import CCRConfig
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from headroom.config import SmartCrusherConfig as PyConfig
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from headroom.transforms.smart_crusher import SmartCrusher
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reset_compression_store()
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try:
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crusher = SmartCrusher(PyConfig(), ccr_config=CCRConfig(), with_compaction=False)
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a = [{"id": i, "tag": "alpha"} for i in range(50)]
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b = [{"id": i, "tag": "beta"} for i in range(50)]
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ra = crusher.crush_array_json(json.dumps(a))
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rb = crusher.crush_array_json(json.dumps(b))
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ha, hb = ra["ccr_hash"], rb["ccr_hash"]
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assert ha and hb and ha != hb
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store = get_compression_store()
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ea = store.retrieve(ha)
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eb = store.retrieve(hb)
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assert ea is not None and eb is not None
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assert json.loads(ea.original_content) == a
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assert json.loads(eb.original_content) == b
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finally:
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reset_compression_store()
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# ─── compression_store: explicit_hash parameter ───────────────────────────
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def test_compression_store_explicit_hash_round_trips() -> None:
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"""The new `explicit_hash` parameter on `store.store()` keys the
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entry by the caller-supplied hash instead of MD5(original)[:24]."""
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from headroom.cache.compression_store import (
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get_compression_store,
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reset_compression_store,
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)
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reset_compression_store()
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try:
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store = get_compression_store()
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# SmartCrusher emits 12-char SHA-256 hashes — much shorter than
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# the default MD5[:24].
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explicit = "abc123def456"
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returned = store.store(
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original='[{"id":1}]',
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compressed="<<placeholder>>",
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explicit_hash=explicit,
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)
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assert returned == explicit
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entry = store.retrieve(explicit)
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assert entry is not None
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assert entry.original_content == '[{"id":1}]'
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finally:
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reset_compression_store()
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def test_compression_store_explicit_hash_rejects_non_hex() -> None:
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"""Non-hex `explicit_hash` raises ValueError. No silent fallback
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to MD5 — that would re-introduce the marker/store mismatch."""
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from headroom.cache.compression_store import (
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get_compression_store,
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reset_compression_store,
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)
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reset_compression_store()
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try:
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store = get_compression_store()
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with pytest.raises(ValueError, match="hex string"):
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store.store(
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original="x",
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compressed="y",
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explicit_hash="NOT_HEX!@#",
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)
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with pytest.raises(ValueError, match="hex string"):
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store.store(
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original="x",
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compressed="y",
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explicit_hash="",
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)
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finally:
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reset_compression_store()
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# ─── Integration test: /v1/compress → /v1/retrieve via FastAPI ──────────
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@pytest.mark.skipif(not _HAS_FASTAPI, reason="fastapi not installed")
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def test_v1_compress_then_v1_retrieve_resolves_marker_hash() -> None:
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"""End-to-end issue #389 reproducer:
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1. POST a 200-item tool message to /v1/compress.
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2. Parse the `<<ccr:HASH N_rows_offloaded>>` marker out of the
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compressed messages.
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3. GET /v1/retrieve/{hash} — must return 200 with the original.
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Before the fix this returns 404 because the Rust crusher's marker
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points at a hash the Python compression_store never received.
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"""
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from fastapi.testclient import TestClient
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from headroom.cache.compression_store import reset_compression_store
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from headroom.proxy.server import ProxyConfig, create_app
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reset_compression_store()
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config = ProxyConfig(
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optimize=True,
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cache_enabled=False,
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rate_limit_enabled=False,
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cost_tracking_enabled=False,
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)
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app = create_app(config)
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# Build a payload similar to the issue's reproducer — 200 items
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# with enough variation to trigger the lossy path. The Rust
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# crusher's adaptive_k will keep ~15 and drop the rest.
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#
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# The blob is unique-per-item and long relative to the key names so
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# the lossless Table/CSV path (which wins by stripping repeated keys
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# when it saves >= lossless_min_savings_ratio) cannot clear the bar —
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# this test exists to exercise the LOSSY row-drop path and its
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# Rust -> Python CCR store bridge.
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items = [
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{
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"id": i,
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"score": 0.99 if i % 30 == 0 else 0.6,
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"msg": f"Result {i:03d}{' error' if i % 30 == 0 else ' ok'}",
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"blob": f"payload-{i:04d}-" + "".join(chr(97 + (i * 7 + j) % 26) for j in range(240)),
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}
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for i in range(200)
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]
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req = {
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"model": "gpt-4o",
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"messages": [
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{"role": "user", "content": "Get items"},
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{
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"role": "assistant",
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"content": None,
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"tool_calls": [
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{
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"id": "c1",
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"type": "function",
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"function": {"name": "get", "arguments": "{}"},
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}
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],
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},
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{"role": "tool", "tool_call_id": "c1", "content": json.dumps(items)},
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],
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}
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try:
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with TestClient(app) as client:
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resp = client.post("/v1/compress", json=req)
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assert resp.status_code == 200, resp.text
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body = resp.json()
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# The compressed messages should embed at least one CCR marker.
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messages_blob = json.dumps(body["messages"])
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assert "<<ccr:" in messages_blob, (
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f"no CCR marker after /v1/compress on a 200-item array; "
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f"compression didn't fire as expected: "
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f"transforms={body.get('transforms_applied')}"
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)
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# Pull the hash with a substring scan (no regex).
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start = messages_blob.find("<<ccr:") + len("<<ccr:")
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end = start
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while end < len(messages_blob) and messages_blob[end] in ("0123456789abcdef"):
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end += 1
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ccr_hash = messages_blob[start:end]
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assert ccr_hash, "couldn't extract hash from marker"
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# The retrieve stats endpoint should now show ≥ 1 entry.
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stats_resp = client.get("/v1/retrieve/stats")
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assert stats_resp.status_code == 200
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stats = stats_resp.json()
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assert stats["store"]["entry_count"] >= 1, (
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f"compression_store empty after /v1/compress; stats={stats!r}"
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)
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# The actual /v1/retrieve call from the issue:
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retrieve_resp = client.post("/v1/retrieve", json={"hash": ccr_hash})
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assert retrieve_resp.status_code == 200, (
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f"/v1/retrieve for marker hash {ccr_hash!r} returned "
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f"{retrieve_resp.status_code} ({retrieve_resp.text}). "
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f"The Rust→Python store bridge dropped the entry."
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)
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retrieve_body = retrieve_resp.json()
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assert retrieve_body["hash"] == ccr_hash
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# The retrieved content should parse back to a JSON array
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# of the original items.
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retrieved_items = json.loads(retrieve_body["original_content"])
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assert isinstance(retrieved_items, list)
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# The original was 200 items. The Rust hash is over the
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# canonical-JSON form of the parsed input — should round-trip.
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assert len(retrieved_items) == 200, (
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f"expected 200 items in retrieved content, got {len(retrieved_items)}"
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)
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# Spot-check the first item.
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assert retrieved_items[0]["id"] == 0
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# And the GET shape (used by some clients) returns the same.
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get_resp = client.get(f"/v1/retrieve/{ccr_hash}")
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assert get_resp.status_code == 200
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get_body = get_resp.json()
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assert get_body["hash"] == ccr_hash
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finally:
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reset_compression_store()
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|
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@pytest.mark.skipif(not _HAS_FASTAPI, reason="fastapi not installed")
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def test_v1_retrieve_unknown_hash_still_404() -> None:
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"""Sanity: unknown hashes still return 404 (the bridge doesn't
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accidentally make the store too permissive)."""
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from fastapi.testclient import TestClient
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from headroom.cache.compression_store import reset_compression_store
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from headroom.proxy.server import ProxyConfig, create_app
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reset_compression_store()
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config = ProxyConfig(
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optimize=False,
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cache_enabled=False,
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rate_limit_enabled=False,
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cost_tracking_enabled=False,
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)
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app = create_app(config)
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try:
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with TestClient(app) as client:
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resp = client.post("/v1/retrieve", json={"hash": "deadbeef0000"})
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assert resp.status_code == 404
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finally:
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reset_compression_store()
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